{"id":"W2766687149","doi":"10.5860/crl.78.7.1004","title":"Developing Digital Scholarship: Emerging Practices in Academic Libraries. Alison Mackenzie and Lindsey Martin, eds. Chicago: ALA Neal Schuman, 2016. 184p. Paper, $70.00 (ISBN: 978-0-8389-1555-4). LC 2017289052.","year":2017,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Scholarship; Digital scholarship; Sociology; Library science; Parallels; Media studies; Value (mathematics); Work (physics); Political science; Computer science; Engineering; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["sts","scholarly_communication"],"category_scores_codex":[0.003101824,0.0007673386,0.0009339569,0.0008435561,0.007936792,0.05401136,0.004206,0.0004953151,0.002172151],"category_scores_gemma":[0.005758981,0.0007173143,0.0001748525,0.0002866849,0.004230648,0.0641278,0.005388975,0.003752546,0.0002500293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569851,"about_ca_system_score_gemma":0.001930563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007753838,"about_ca_topic_score_gemma":0.002292997,"domain_scores_codex":[0.9931168,0.0005489893,0.00126327,0.001408632,0.001560903,0.00210144],"domain_scores_gemma":[0.994912,0.001408895,0.0009711073,0.001509603,0.0005582687,0.0006401053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007432663,0.0001844717,0.01585368,0.0002978691,0.0001354885,0.0002839576,0.008921832,5.677456e-7,0.000016799,0.8528173,0.1110122,0.009732625],"study_design_scores_gemma":[0.001463875,0.0002640241,0.00673499,0.000804604,0.00001803232,0.00002120386,0.009756053,0.00004177518,0.0001508656,0.132563,0.8473249,0.0008566123],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4308227,0.03247384,0.00000381195,0.03051121,0.001639558,0.002335154,0.001278821,0.0004308153,0.5005041],"genre_scores_gemma":[0.8895775,0.003677375,0.0003490507,0.001197962,0.002749124,0.0003128013,0.0003277296,0.0002327979,0.1015757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7363127,"threshold_uncertainty_score":0.9995278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.185256640752743,"score_gpt":0.3663732740244622,"score_spread":0.1811166332717192,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}